Description of Business and Summary of Significant Accounting Policies | Description of Business and Summary of Significant Accounting Policies Description of Business TuSimple Holdings Inc. (“TuSimple” or the “Company”) is a global autonomous driving technology company headquartered in San Diego, California, with operations in the United States ("U.S.") and Asia-Pacific region ("APAC"). Founded in 2015, TuSimple is working to revolutionize the global truck freight market by developing proprietary technologies that enable the scaled development and deployment of autonomous freight transportation. TuSimple was originally incorporated as Tusimple (Cayman) Limited, a limited liability company in the Cayman Islands, on October 25, 2016. In February 2021, the Company deregistered as a Cayman Islands exempted company and domesticated as a corporation incorporated under the laws of the State of Delaware (the “Domestication”). The business, assets, and liabilities of the Company and its subsidiaries on a consolidated basis, as well as its principal locations and fiscal year, were the same immediately after the Domestication as they were immediately prior to the Domestication. In addition, the directors and executive officers of the Company immediately after the Domestication were the same individuals who were directors and executive officers, respectively, of the Company immediately prior to the Domestication. Initial Public Offering and Private Placement On April 19, 2021, the Company closed its initial public offering (“IPO”) and concurrent private placement, in which it issued and sold 27,027,027 shares and 874,999 shares, respectively, of its authorized Class A common stock at $40.00 per share, resulting in net proceeds of $1.0 billion after deducting underwriting discounts and commissions of $50.1 million and offering costs. Immediately prior to the closing of the IPO, (i) the Company filed an amended and restated certificate of incorporation, which authorized 4,876,000,000 shares of Class A common stock and reclassified all outstanding common stock into Class A common stock, authorized 24,000,000 shares of Class B common stock, which are not publicly traded, and authorized 100,000,000 shares of undesignated preferred stock, (ii) Xiaodi Hou and Mo Chen (the “Founders”) each exchanged 12,000,000 shares of their newly designated Class A common stock for an equivalent number of shares of Class B common stock, and (iii) all shares of the Company’s outstanding redeemable convertible preferred stock automatically converted into 120,534,419 shares of Class A common stock. The rights of the holders of Class A common stock and Class B common stock are identical, except with respect to voting, conversion, and transfer rights. The holders of Class A common stock are entitled to one vote per share and the holders of Class B common stock are entitled to 10 votes per share. Additionally, each share of Class B common stock will automatically convert, on a one-for-one basis, into shares of Class A common stock on the earliest of (i) the date specified by a vote of the holders of Class B common stock representing 75% of the outstanding shares of Class B common stock, (ii) the date that is between 90 days and 270 days, as determined by the board of directors, after the death or incapacitation of the last Founder to die or become incapacitated, or (iii) the date that is between 61 days and 180 days, as determined by the board of directors, after the date on which the number of outstanding shares of Class B common stock held by the Founders (or their permitted affiliates) is less than 12,000,000 shares. Upon the closing of the IPO, the Company recognized $42.6 million of stock-based compensation expense related to stock options, restricted stock units (“RSUs”), and share value awards (“SVAs”), for which the time-based vesting conditions had been satisfied or partially satisfied and the performance-based conditions were satisfied upon the closing of the IPO. Additionally, the Company recorded $4.3 million within operating expenses to former employees in connection with post-employment agreements for which payment was contingent upon the occurrence of an IPO or Sale Event (as such terms are defined in the post-employment agreements). Basis of Presentation and Consolidation The accompanying consolidated financial statements (“Financial Statements”) have been prepared in accordance with accounting principles generally accepted in the U.S. (“GAAP”) and applicable rules and regulations of the Securities and Exchange Commission (“SEC”) regarding financial reporting. The Financial Statements include the accounts of the Company and its consolidated subsidiaries. All significant intercompany balances and transactions have been eliminated in consolidation. Use of Estimates The preparation of consolidated financial statements in conformity with GAAP requires management to make estimates and assumptions that affect the reported amounts of assets and liabilities and disclosure of contingent assets and liabilities at the date of the consolidated financial statements and the reported amounts of revenues and expenses during the reporting period. Significant items subject to such estimates and assumptions include, but are not limited to, the useful lives of long-lived assets, the valuation of stock-based compensation, the fair value of preferred share warrants and related party convertible loans, the measurement of deferred tax assets, the recoverability of long-lived assets, the incremental borrowing rate ("IBR") used in the measurement of right-of-use lease assets and lease liabilities, fair values of investments and other financial instruments (including measurement of credit or impairment losses), and the fair value of equipment under finance leases. On an ongoing basis, management evaluates these estimates and assumptions; however, actual results could materially differ from these estimates. Cash, Cash Equivalents, and Restricted Cash Cash and cash equivalents consist of cash in banks and highly liquid investments, primarily money market funds, commercial paper, and U.S. government and agency securities, purchased with an original maturity of three months or less. Restricted cash is pledged as security for letters of credit or other collateral amounts established by the Company for certain lease obligations, customer deposits, corporate credit cards, and other contractual arrangements. Restricted cash is recorded as prepaid expenses and other current assets in the consolidated balance sheets based on the term of the remaining restriction. Fair Value Measurements Fair value is defined as the price that would be received to sell an asset or paid to transfer a liability in an orderly transaction between market participants at the measurement date. The Company measures financial assets and liabilities at fair value at each reporting period using a fair value hierarchy, which requires the Company to maximize the use of observable inputs and minimize the use of unobservable inputs when measuring fair value. A financial instrument’s classification within the fair value hierarchy is based upon the lowest level of input that is significant to the fair value measurement. The levels of inputs used to measure fair value are: • Level 1 — Observable inputs such as quoted prices in active markets for identical assets or liabilities. • Level 2 — Observable inputs other than Level 1 prices such as quoted prices for similar assets or liabilities in active markets, quoted prices in markets that are not active or inputs other than the quoted prices that are observable either directly or indirectly for the full term of the assets or liabilities. • Level 3 — Unobservable inputs in which there is little or no market data that are significant to the fair value of the assets or liabilities. The Company’s primary financial instruments include cash equivalents, short-term investments, accounts receivable, accounts payable, amounts due to joint development partners, accrued expenses, and short-term and long-term debt. The estimated fair value of cash equivalents, accounts receivable, accounts payable, amounts due to joint development partners, accrued expenses, and short-term debt approximates their carrying value due to their short-term nature. Refer to Note 3. Investments and Fair Value Measurements for further information. Accounts Receivable, Net Accounts receivable are recorded at invoiced amounts, net of an allowance for credit losses, and do not bear interest. In accordance with Accounting Standards Update No. 2016-13 “Financial Instruments—Credit Losses" (“ASC 326”) , the Company measures its allowance for credit losses using an expected credit loss model that reflects the Company’s current estimate of expected credit losses inherent in the enterprise and the accounts receivable balance. In determining the expected credit losses, the Company considers its historical loss experience, the aging of its accounts receivable balance, current economic and business conditions, and anticipated future economic events that may impact collectability. The Company reviews its allowance for credit losses periodically and, as needed, amounts are written-off when determined to be uncollectible. As of December 31, 2021 and 2022 the allowance for credit losses was immaterial. Investments Debt Securities Accounting for the Company's debt securities is based on the legal form of the security, the Company's intended holding period for the security, and the nature of the transaction. Investments in debt securities are classified as available-for-sale and are initially recorded at fair value. Investments in debt securities include commercial paper, U.S. treasury securities, U.S. government agency securities, and corporate debt securities. Subsequent changes in fair value of available-for-sale debt securities are recorded in other comprehensive income (loss), net of tax. Interest on these debt securities and amortization of premiums and accretion of discounts are included in interest income on the consolidated statements of operations. The Company considers its debt securities as available for use in current operations, including those with maturity dates beyond one year, and, therefore, classifies these securities as short-term investments on the consolidated balance sheets. The Company accounts for credit losses on available-for-sale debt securities in accordance with ASC 326. At each reporting period, the Company evaluates its available-for-sale debt securities at the individual security level to determine whether there is a decline in the fair value below its amortized cost basis (an impairment). In circumstances where the Company intends to sell, or is more likely than not required to sell, the security before it recovers its amortized cost basis, the difference between fair value and amortized cost is recognized as a loss in the consolidated statements of operations, with a corresponding write-down of the security’s amortized cost. In circumstances where neither condition exists, the Company then evaluates whether a decline is due to credit-related factors. The factors considered in determining whether a credit loss exists can include the extent to which fair value is less than the amortized cost basis, changes in the credit quality of the underlying loan obligors, credit ratings actions, as well as other factors. If the Company's assessment indicates that a credit loss exists, the credit loss is measured based on the Company's best estimate of the expected cash flows of the security discounted at the security’s effective interest rate compared to the amortized cost basis of the security. A credit-related impairment is limited to the difference between fair value and amortized cost, and recognized as an allowance for credit losses on the consolidated balance sheet with a corresponding adjustment to net income (loss). Any remaining decline in fair value that is non-credit related is recognized in other comprehensive income (loss), net of tax. Improvements in expected cash flows due to improvements in credit are recognized through a reversal of the credit loss and corresponding reduction in the allowance for credit losses. Write-offs of available-for-sale debt securities, which may be full or partial write-offs, are deducted from the allowance for credit losses and recorded in the period in which the securities are deemed uncollectible. The Company does not measure an allowance for credit losses on accrued interest receivable balances on available-for-sale debt securities as these balances are written-off in a timely manner. Write-offs of accrued interest receivable balances are recorded as a reduction to interest income. There were no write-offs of accrued interest during the year ended December 31, 2022. Accrued interest excluded from the amortized cost of debt securities totaled $1.8 million as of December 31, 2022, and is reported within prepaid expenses and other current assets Property and Equipment, Net Property and equipment, net, are stated at cost less accumulated depreciation or amortization and any recorded impairment. Property and equipment under capital leases are initially recorded at the present value of minimum lease payments. Depreciation and amortization are computed using the straight-line method over the estimated useful lives of the assets, as follows: Property and Equipment Estimated Useful Life Electronic equipment 1-4 years Vehicles 5-6 years Office and other equipment 5-7 years Leasehold improvements Shorter of lease term or estimated useful life of the asset Buildings Shorter of lease term or estimated useful life of the asset When assets are retired or otherwise disposed of, the cost, accumulated depreciation and amortization are removed from the accounts and any resulting gain or loss is reflected in the consolidated statements of operations in the period realized. Maintenance and repairs that do not enhance or extend the asset’s useful life are charged to operating expense as incurred. Assets acquired under a finance lease are amortized in a manner consistent with the Company’s depreciation policy for owned assets if the lease transfers ownership to the Company at the end of the lease term or contains a bargain purchase option. Otherwise, assets acquired under a finance lease are amortized over the lease term. Intangible Assets, Net Intangible assets represent patents, which are carried at cost and amortized on a straight-line basis over their estimated useful lives of 20 years and presented within other assets in the Company’s consolidated balance sheets. The Company reviews intangible assets for impairment under the long-lived asset model described in the Impairment of Long-Lived Assets section. There have been no impairment charges recorded in any of the periods presented in the accompanying consolidated financial statements. As of December 31, 2021 and 2022, intangible assets are immaterial. Impairment of Long-Lived Assets The Company evaluates long-lived assets for impairment whenever events or changes in circumstances indicate that the carrying amount of an asset may not be recoverable. Recoverability of assets held and used is measured by comparison of the carrying amount of an asset or asset group to estimated undiscounted future cash flows expected to be generated by the asset or asset group. If the carrying amount of an asset or asset group exceeds estimated undiscounted future cash flows, then an impairment charge is recognized based on the excess of the carrying amount of the asset or asset group over its fair value. For the year ended December 31, 2022 , the Company recorded an impairment charge of $2.0 million to long-lived assets in connection with restructuring activities during the year. Leases The Company accounts for leases in accordance with Accounting Standards Codification ("ASC") 842, Leases ("ASC 842"), which requires lessees to recognize the rights and obligations created by leases on the balance sheet and disclose key information about leasing arrangements. The Company adopted ASC 842 along with all applicable ASU clarifications and improvements on January 1, 2022, using the modified retrospective transition method and used the effective date as the date of initial application. Consequently, financial information is not updated and disclosures required under ASC 842 are not provided for periods before January 1, 2022. ASC 842 provides a number of optional practical expedients that companies can elect to apply during the standard's transition. The Company elected the "package of practical expedients," which permits the Company not to reassess under ASC 842 its prior conclusions about lease identification, lease classification, and initial direct costs. The Company determines if a contract contains a lease based on whether it has the right to obtain substantially all of the economic benefits from the use of an identified asset and whether it has the right to direct the use of an identified asset in exchange for consideration, which relates to an asset which the Company does not own. Right-of-use (“ROU”) assets represent the Company’s right to use an underlying asset for the lease term and lease liabilities represent the Company’s obligation to make lease payments arising from the lease. ROU assets are recognized as the lease liability, adjusted for lease incentives received. Lease liabilities are recognized at the present value of the future lease payments at the lease commencement date, net of lease incentive receivable. The interest rate used to determine the present value of the future lease payments is the Company’s incremental borrowing rate ("IBR") unless the interest rate implicit in the lease agreement is readily determinable. Lease payments may be fixed or variable, however, only fixed payments or in-substance fixed payments are included in the Company’s lease liability calculation. Variable lease payments are recognized in operating expenses in the period in which the obligation for those payments are incurred. The Company has lease agreements with lease and non-lease components and has elected to utilize the practical expedient to account for lease and non-lease components together as a single combined lease component. Additionally, for certain leases previously identified as build-to-suit leasing arrangements under legacy accounting, the Company has derecognized those leases pursuant to the transition guidance provided for build-to-suit leases in ASC 842. Such leases have been reassessed as operating leases as of the adoption date under ASC 842, and are included on the consolidated balance sheet as of December 31, 2022. The Company has leases that include one or more options to extend the lease term for up to five years and some of its leases include options to terminate the lease prior to the end of the agreed upon lease term. For purposes of calculating lease liabilities, lease terms include options to extend or terminate the lease when it is reasonably certain that the Company will exercise such options. Operating leases are included within operating lease ROU assets, operating lease liabilities, current, and operating lease liabilities, noncurrent on the Company's consolidated balance sheet as of December 31, 2022. Finance leases are included in property and equipment, net, accrued expenses and other current liabilities, and other liabilities on the Company's consolidated balance sheet as of December 31, 2022. The Company has elected not to present short-term leases on the consolidated balance sheet as these leases have a lease term of 12 months or less at lease inception and do not contain purchase options or renewal terms that the Company is reasonably certain to exercise. Adoption of the new lease standard on January 1, 2022 impacted the consolidated financial statements as follows: (i) recognition of ROU assets of $32.9 million and lease liabilities of $35.1 million for operating leases, (ii) derecognition of build-to-suit lease assets and liabilities of $6.5 million and $4.4 million, respectively, with the net impact of $0.2 million recorded to accumulated deficit as of January 1, 2022, and (iii) reclassification of deferred rent and other liability balances of $2.5 million relating to its existing lease arrangements into the ROU asset balance as of January 1, 2022. The standard did not materially impact the consolidated statement of operations or consolidated statement of cash flows. Revenue Recognition The Company earns revenue from the delivery of freight capacity services. Revenue from freight capacity services is recognized when the customer obtains control of promised services in an amount that reflects the consideration the Company expects to receive in exchange for those services. To date, the Company has not generated revenue from carrier-owned services. Satisfaction of Performance Obligation A performance obligation is a promise in a contract to transfer a distinct good or service to the customer and is the basis of revenue recognition in accordance with GAAP. To determine the proper revenue recognition method for its contracts with customers, the Company evaluates whether two or more contracts should be combined and accounted for as one single contract and whether the combined or single contract should be accounted for as more than one performance obligation. In the Company's case, its contracts with customers are for the delivery of distinct services within a single contract, such as freight capacity services, and include only one performance obligation. Revenue from freight capacity services is recognized over time as the Company performs the services in the contract because of the continuous transfer of control to the customer. The Company’s customers receive the benefit of the Company’s services as the goods are transported from one location to another. If the Company were unable to complete delivery to the final location, another entity would not need to re-perform the freight capacity service already performed. As control transfers over time, revenue is recognized based on the extent of progress towards completion of the performance obligation. The selection of the method to measure progress towards completion requires judgment and is based on the nature of the products or services to be provided. Management estimates the progress based on mileage completed to total mileage to be transported. Revenues are recorded net of value-added taxes and surcharges. Contract Modification Customer contracts may be modified to account for changes in the rates the Company charges its customers or to add additional distinct services. The Company considers contract modifications to exist when the modification either creates new enforceable rights and obligations or alters the existing arrangement. Contract modifications that add distinct goods or services are treated as separate performance obligations. Contract modifications that do not add distinct goods or services typically change the price of existing services. These contract modifications are accounted for prospectively as the remaining performance obligations are executed. Payment Terms Under typical payment terms of the Company’s customer contracts, the customer pays at periodic intervals (i.e., every 14 days, 30 days, etc.) for shipments included on invoices received. It is not customary business practice to extend payment terms past 90 days, and as such, the Company does not have a practice of including a significant financing component within its contracts with customers. Contract Costs Incremental costs of obtaining contracts are expensed as incurred if the amortization period of the assets is one year or less. These costs are included within cost of revenue in the consolidated statements of operations. Disaggregation of Revenue and Remaining Performance Obligations The Company earns all of its revenue within the U.S. and there is no revenue related to any other geographies. Additionally, due to the short-term nature of the Company’s customer contracts, there are no remaining unsatisfied performance obligations as of December 31, 2022. Cost of Revenue Cost of revenue consists primarily of fuel costs, insurance costs, depreciation of property and equipment (including semi-trucks acquired under capital leases), labor costs, and other costs directly attributable to providing freight capacity services. Software Development Costs The Company evaluates capitalization of certain software development costs incurred in development of software to be sold, leased, or otherwise marketed, subsequent to the establishment of technological feasibility. Based on the Company’s product development process and substantial development risks, technological feasibility for the Company's L4 autonomous driving technology has not been established. Accordingly, the Company charges all such costs to research and development expense in the period incurred. Software development costs for internal use software are subject to capitalization during the application development stage, beginning when a project that will result in additional functionality is approved and ending when the software is put into productive use. Due to the Company's iterative development process and short development cycles, the costs incurred between these stages are not material and are charged to research and development expense as incurred. Research and Development ("R&D") R&D expenses consist primarily of personnel-related expenses, including stock-based compensation costs, associated with software developers and engineering personnel and consultants responsible for the design, development, and testing of the Company’s L4 autonomous driving technology, and allocated overhead costs. Research and development costs are expensed as incurred. Selling, General and Administrative ("SG&A") SG&A expenses consist primarily of personnel-related expenses, including stock-based compensation costs, associated with the Company’s sales, marketing, management, and administration activities, professional service fees, and other general corporate expenses. Selling, general and administrative costs are expensed as incurred. Stock-Based Compensation The Company accounts for stock-based compensation expense in accordance with the fair value recognition and measurement provisions of GAAP, which requires compensation cost for the grant-date fair value of stock-based awards to be recognized over the requisite service period. The Company determines the fair value of stock-based awards granted or modified on the grant date (or modification date, if applicable) at fair value, using appropriate valuation techniques. Time-Based Service Awards For stock-based awards with time-based vesting conditions only, generally being RSUs and stock options, stock-based compensation is recognized straight-line over the requisite service period, which is generally four years. The fair value of RSUs is measured on the grant date based on the fair value of the underlying common stock. The fair value of stock option awards is estimated on the grant date using the Black-Scholes option-pricing model which incorporates various assumptions, including the fair value of the underlying common stock, the expected stock price volatility over the term of the award, the risk-free interest rate for the expected term of the award and the expected dividends. The Company accounts for forfeitures as they occur. Performance-Based Awards The Company has granted RSUs, SVAs, and stock options that vest only upon the satisfaction of both time-based service and performance-based conditions. The time-based service condition for these awards generally is satisfied over four years. The performance-based conditions, other than with respect to the 2021 CEO Performance Award discussed in Note 10. Stock-Based Compensation, are satisfied upon the occurrence of a qualifying event, defined as the earlier of (i) the closing of certain specific liquidation or change in control transactions, or (ii) an IPO. The Company records stock-based compensation expense for performance-based equity awards such as RSUs, SVAs, and stock options using the accelerated attribution method over the requisite service period, which is generally four years, and only if performance-based conditions are considered probable to be satisfied. Upon completion of the IPO in April 2021, the Company recorded a cumulative one-time stock-based compensation expense determined using the grant-date fair values. Stock-based compensation related to remaining time-based service after the qualifying event is recorded over the remaining requisite service period. For performance-based RSUs and SVAs, the Company determines the grant-date fair value as the fair value of the Company’s common stock on the grant date. For performance-based stock options, the Company determines the grant-date fair value using the Black-Scholes option-pricing model described above. For the 2021 CEO Performance Award with a vesting schedule based on the attainment of both performance and market-based conditions, stock-based compensation expense associated with each tranche is recognized over the longer of (i) the expected achievement period for the operational milestones for such tranche and (ii) the expected achievement period for the related market capitalization milestone determined on the grant date, beginning at the point in time when the relevant operational milestones are considered probable of being met. If such operational milestones become probable any time after the grant date, the Company will recognize a cumulative catch-up expense from the grant date to that point in time. If the related market capitalization milestone is achieved earlier than its expected achievement period, then the stock-based compensation expense will be recognized over the expected achievement period for the operational milestones, which may accelerate the rate at which such expense is recognized. The fair value of such awards is estimated on the grant date using Monte Carlo simulations. Refer to Note 10. Stock-Based Compensation for further information. Market-Based Awards For the 2022 CEO Award with a vesting schedule based on the satisfaction of both time-based service and market-based conditions, the Company determines the grant-date fair value utilizing Monte Carlo simulations and recognizes stock-based compensation expense associated with each tranche over the longer of (i) the expected achievement period for the market milestones and (ii) the explicit time-based service period. Refer to Note 10. Stock-Based Compensation for further information. Employee Stock Purchase Plan ("ESPP") The Company recognizes stock-based expense related to shares issued pursuant to the ESPP on a straight-line basis over the offering period. The ESPP provides for six-month offering periods. The ESPP allows eligible employees to purchase shares of Class A common stock at a 15% discount on the lower of our stock price on either (i) the offering period beginning date or (ii) the purchase date. No employee may purchase shares under the ESPP at a rate in excess of $25,000 worth of Class A common stock based on the fair market value per share of Class A common stock at the beginning of an offering for each calendar year such purchase right is outstanding or 1,500 shares. The Company estimates the fair value of shares to be issued under the ESPP based on a combination of options valued using the Black-Scholes option-pricing model. Volatility is determined over an expected term of six months based on the Company's historical volatility. The expected term is estimated based on the contractual term. Restructuring and Related Charges Costs associated with management-approved restructuring activities consist primarily of employee severance and termination benefits, impairment of long-lived assets (including ROU assets) and write-off of long-lived assets used in the Company's research and development activities. The Company recognizes restructuring and related charges when they are incurred. One-time employee termination costs are recognized at the time of communication to employees, unless future service is required, in which case the costs are recognized ratably over the future service period. Ongoing employee termination benefits are recognized as a liability when it is probable that a liability exists and the amount is reasonably estimable. Costs associated with the impairment of long-lived assets and ROU assets are accounted for under the long-lived assets accounting guidance or lease accounting guidance. Additionally, the Company wrote-off all existing long-lived assets used in |